60 stories tagged with #machinelearning, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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The Smallest Brain You Can Build: A Perceptron in Python
A perceptron explained from scratch in Python, with interactive demos. Learn weights, bias, the decision boundary, epochs, learning rate, and why we normalize data.…
Agentes de IA: cómo un LLM razona, usa herramientas y actúa solo
Un agente de IA es un LLM metido en un bucle que razona, elige herramientas y ejecuta acciones hasta cumplir una meta. Te explicamos cada pieza con có…
GitHub Copilot's New Desktop App Isn't About Chat. It's About Agents.
Microsoft's latest announcements from Build 2026 signal a fundamental shift. The new GitHub Copilot desktop app is a move from inline code completion to a native environment for ag…
How to make your first Machine Learning project (as an absolute beginner)
Making your first Machine Learning project as beginner can be daunting. To be honest, I was daunted....…
I Built a Vector Search Engine from Scratch — Here's What I Learned
I Built a Vector Search Engine from Scratch — Here's What I Learned Implementing HNSW...…
Understanding Linear Regression: A Foundation of Machine Learning
Linear Regression is one of the most fundamental and widely used algorithms in Machine Learning and...…
NVIDIA Put Petaflop Compute on Your Desk — And It Changes the AI Cost Equation
NVIDIA Put Petaflop Compute on Your Desk — And It Changes the AI Cost Equation At GTC...…
Day 5 — Entering the World of Classification
Today I started Week 3 of the Machine Learning Specialization and learned about...…
AI.Insaf (@ai_tablet) — Полный архив постов канала
## Ранние посты (#1-~49)…
AI.Insaf — Архив постов канала (реальные посты из web_fetch)
**Канал:** https://t.me/ai_tablet…
Running 35B–400B LLMs on a GPU-less Cluster to Mine 10,000 Papers — and the 4 Bugs That Almost Ruined the Data
A field report: a CPU-only, GPU-less distributed LLM pipeline (llama.cpp + quantized MoE) mining 10,000 papers — and the 4 silent data-quality bugs that nearly ruined the results.…
Retrieval Found the Sensitive Memory. That Made It More Dangerous.
This continues the research on why relevance alone is insufficient for agent memory safety. Article...…
I Tried to Turn Agent Memory Authority Into a Scoring Formula. The Held-Out Test Changed the Claim.
A few articles back, a good friend asked a question I could not deflect. He had read the earlier...…
How I Built a Real-Time Fraud Detection System That Handles 71,000 RPS at p95 <6ms
How I Built a Real-Time Fraud Detection System That Handles 71,000 RPS at p95 <6ms A...…
Notes from the Mistral AI Now Summit
It’s hard to believe how quickly the tech landscape is evolving, especially with AI/ML at the...…
Power Management Strategies for Battery-Powered Edge AI Devices
Design patterns and firmware techniques to extend battery life for edge AI devices: DVFS, PMIC control, duty-cycling, sensor scheduling, and measureme…
AI Placement Decisions Are Architecture, Not Optimization
AI placement latency is not the problem most teams think they are managing. The default framing...…
Why the Treasure Hunt Demo Broke Every Query Tool We Fed It
The Problem We Were Actually Solving We were not building a demo. We needed to let Veltrix...…
From NumPy to JAX: My First "Aha!" Moments with Accelerated AI
Building open-source solutions for my 100 Days of AI Agents challenge meant I needed to start looking...…
The Open Source Illusion: Why "Free" AI Models Are Getting Expensive
The Open Source Illusion: Why "Free" AI Models Are Getting Expensive Everyone's watching...…
I tracked Claude Code and Codex pass-rates for 95 days — what "getting dumber" actually looks like
Every few weeks a thread blows up: "Is Claude Code getting worse?" Someone swears Opus got lazy after...…
Fine-Tuning Qwen2.5-0.5B to Write SRE Post-Mortem Summaries
Writing post-mortem root-cause summaries is time-consuming and inconsistent. Junior SREs miss...…
CAPTCHAs can still detect AI agents
AI systems now match human solutions on many tasks, but reach those solutions via measurably different processes. This gap can be exploited to detect AI agents and online bots.…
El consumo eléctrico de la IA varía hasta 300x entre tareas
Un benchmark de la Universidad de Michigan mide el consumo eléctrico real de los modelos de IA y revela diferencias de hasta 300x según la tarea.…
Handling Failure: The Most Important Part of AI Systems
Every AI system will fail. The question isn't whether it will happen. The question is: What...…
How Model Distillation Actually Works (and What the 'China Distilled Our Model' Headlines Really Mean)
A practical, no-hype explainer of knowledge distillation in LLMs — the actual mechanics, why distilling from a closed API is different, and what the OpenAI/Anthropic vs DeepSeek al…
I Blamed the Model for Months. The Bug Was My Sampler.
I Blamed the Model for Months. The Bug Was My Sampler. 40GB In, Word Salad...…
MaaS 2026: Beyond the 'Model Supermarket' — The Infrastructure Battle
title: "MaaS 2026: Beyond the 'Model Supermarket' — The Infrastructure Battle" published:...…
Rudi AI Is a Character Wrapper Over Grok 4. Here Is What That Architecture Teaches Us About Building Persona-Driven AI Products.
Full product overview and parental controls guide: Aadhunik AI - Inside Rudi AI, Grok's Cute...…
Tensors Explained Part 2: Why Tensors Are Useful
In the previous article, we started with a brief introduction to tensors. In this article, we will...…
Data Scientist & AI Engineer — Open to Full-Time Opportunities
Hey Dev.to the community, I'm Ashwin Gururaj — a Data Scientist & AI Engineer based in...…
I Built a Local AI Agent That Thinks Like a Brain, Not a Database
I Built a Local AI Agent That Thinks Like a Brain, Not a Database Most AI agents today are...…
Building Trustworthy LLM Judges
The LLM-as-Judge An LLM-as-Judge is a language model used to evaluate the output of an AI system against a rubric. The judge consumes some combination of……
We Didn’t Just Train AI on the Internet. We Started Training It on Itself.
There’s a quiet assumption in almost every AI discussion right now: “If we scale compute and...…
Federico@Cursor,Dimma@Fireworks深入探讨Composer2技术
红杉资本邀请Federico-Cassano@Cursor、Dmytro-Dzhulgakov(Dimma)@Fireworks，深入探讨Composer2技术 这个视频是红杉资本（Sequoia...…
Why your quantized LLM loses its MTP heads and how to keep them
Quantizing a model with multi-token prediction heads? Here's why standard conversion pipelines drop them silently, and how to preserve and calibrate them.…
Anthropic's New Security Tooling is a Wake-Up Call for Agent Builders
The new Claude security guidance plugin and self-hosted sandbox aren't just features. They represent a fundamental shift towards treating agent security as an infrastructure proble…
I Thought AI Was Slow Because It Wasn't Smart Enough. Turns Out It's Exhausted From Carrying Things.
I've been working on a question lately: can an AI run on a small local device without depending on...…
AllReduce Stalls Are Network Stalls. Most Tools See Neither.
A slow AllReduce on rank 5 lines up against TCP retransmits on rank 5’s NIC, four ms before the...…
How DeepMind AlphaProof Nexus Cracks 56-Year-Old Math: Agentic LLM Loops and Lean Formal Verification
How Google DeepMind's AlphaProof Nexus Cracks 56-Year-Old Math Problems: A Deep Dive into...…
Next.js 16 RAG Pipeline Optimization: Give Your AI a Perfect Memory
RAG (Retrieval-Augmented Generation) is the foundation of knowledge-grounded AI. But most RAG...…
LLM-as-judge variance broke our DPO training signal for 3 weeks
TL;DR: Our DPO pipeline used a single LLM as the preference judge. Training reward climbed every run....…
Bayesian Knowledge Tracing in 37 lines of Python — how NumPath models what a student knows
What We Built NumPath maintains a KCState for every student × Knowledge Component pair....…
Built a Sentiment Analysis Web App – My First Full-Stack ML Project
Hey dev.to 👋 After spending a month learning Machine Learning through Andrew Ng’s specialization, I...…
How to Brier-grade your own ML option-pricing forecasts in 40 lines of Python
A walkthrough of one recipe from a new open-source cookbook for the Helium MCP REST surface. Log a model's prob_itm forecast today, append the realized outcome at expiration, compu…
Your Treasure Hunt Engine Was Probably a Latency Minefield (And Heres the Postmortem)
We had just finished the first major traffic spike. Our Veltrix-based treasure hunt game ran...…
I Let AI Replace Me for a Week as a (Kinda Junior) AI Engineer 😅
I recently tried using only ChatGPT + Claude for most of my day-to-day work as someone building...…
I Built a Profiler to Audit My Own AI Tool Calls. Here's What I Learned About Observability
I built a profiler to audit my own tool calls. After loading 157 skills in 12 days, I realized I had...…
Capping VLM spend per CV researcher: hierarchical budgets in practice
TL;DR: Our 11-person CV team at Prophesee was burning through €3-4k weeks of VLM spend on dataset...…
Token-level eval harness for tool-calling agents: what we wired up
TL;DR: We replaced our "did the agent finish the task" pass/fail eval with a token-level harness that...…
RAG Is Not Always the Answer Anymore: How AI Agents Search Code in 2026
Why modern AI coding agents often use grep, file reads, symbols, and tests before reaching for vector RAG.…
What I learned testing AI text detectors in 2026 (they still get it wrong)
If you build anything that touches user generated text, sooner or later someone asks: can we just...…
Transformer as an Incomplete Cognitive Architecture: What It Captures Well and What It Misses (A11 Perspective)
Since its introduction, the transformer architecture has become the cornerstone of modern artificial...…
Apple Silicon's AI Ceiling Is Higher Than You Think
The consensus narrative around Apple Silicon and local AI inference goes something like this:...…
GUI Agents vs RPA: Different Architectures for Different Problems
Desktop automation has reached an inflection point. For two decades, Robotic Process Automation (RPA)...…
The Machine Learning Engineering Series
Part 1: From Scratch to Systems . This machine learning series will be a real ride. It’s...…
Master RAG Systems: Build an End-to-End LangChain Pipeline with Milvus, Reranking & Azure OpenAI 🚀
Beyond Basic RAG: Learn LangChain + RAG End-to-End 🚀 ...…
Beyond Autonomous AI: Understanding Self-Healing Agents in Enterprise AI Systems
Beyond Autonomous AI: Understanding Self-Healing Agents in Enterprise AI Systems 🧠🤖 As I...…
Why Tesla Is Becoming the AI Enterprise Case Study Every Leader Should Understand
When executives talk about their "AI strategy" these days, they usually mean one of two things. They...…
Running ASR for smart homes in the NPU of Intel processors
I run my own smart home — Home Assistant, voice assistant pipeline, the whole self-hosted thing. The...…